From 9c92e2faf68d0de4fe39685afcdf759eb444535c Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 12 Dec 2023 01:08:50 +0000
Subject: [PATCH] site deploy

Auto-generated via {sandpaper}
Source  : 5cbf09b1f65f1ea1f77c3f3f2a66d756e4d9c364
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2022-08-31 07:41:15 +0000
Message : markdown source builds

Auto-generated via {sandpaper}
Source  : a29c3129c7a3efb4bcf914001190551d16ef6e3b
Branch  : main
Author  : Sven van der Burg <s.vanderburg@esciencecenter.nl>
Time    : 2022-08-31 07:38:48 +0000
Message : Add episode 3
---
 01-introduction.html                |  2 +-
 02-data-exploration.html            |  8 ++++----
 03-data-preparation.html            |  2 +-
 404.html                            |  4 ++--
 CODE_OF_CONDUCT.html                |  2 +-
 LICENSE.html                        |  2 +-
 aio.html                            | 10 +++++-----
 images.html                         |  4 ++--
 index.html                          | 10 +++++-----
 instructor-notes.html               |  4 ++--
 instructor/01-introduction.html     |  2 +-
 instructor/02-data-exploration.html |  8 ++++----
 instructor/03-data-preparation.html |  2 +-
 instructor/404.html                 |  4 ++--
 instructor/CODE_OF_CONDUCT.html     |  2 +-
 instructor/LICENSE.html             |  2 +-
 instructor/aio.html                 | 10 +++++-----
 instructor/images.html              |  4 ++--
 instructor/index.html               | 10 +++++-----
 instructor/instructor-notes.html    |  4 ++--
 instructor/key-points.html          |  4 ++--
 instructor/profiles.html            |  4 ++--
 key-points.html                     |  4 ++--
 pkgdown.yml                         |  2 +-
 profiles.html                       |  4 ++--
 25 files changed, 57 insertions(+), 57 deletions(-)

diff --git a/01-introduction.html b/01-introduction.html
index c71f4ec..c92b00c 100644
--- a/01-introduction.html
+++ b/01-introduction.html
@@ -435,7 +435,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/01-introduction.html",
   "dateCreated": "2023-01-19",
   "dateModified": "2022-04-22",
-  "datePublished": "2023-12-05"
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/02-data-exploration.html b/02-data-exploration.html
index 316c4d6..870e6ee 100644
--- a/02-data-exploration.html
+++ b/02-data-exploration.html
@@ -312,7 +312,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>Unsupervised</li>
 <li>Supervised</li>
@@ -379,7 +379,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>A supervised binary classification task.</p>
 </div>
@@ -458,7 +458,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="section level3">
 <h3 id="how-many-features-and-samples">1. &amp; 2. How many features and samples??<a class="anchor" aria-label="anchor" href="#how-many-features-and-samples"></a></h3>
@@ -665,7 +665,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/02-data-exploration.html",
   "dateCreated": "2023-01-19",
   "dateModified": "2022-08-31",
-  "datePublished": "2023-12-05"
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/03-data-preparation.html b/03-data-preparation.html
index d355069..4fa9a2a 100644
--- a/03-data-preparation.html
+++ b/03-data-preparation.html
@@ -420,7 +420,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/03-data-preparation.html",
   "dateCreated": "2023-01-19",
   "dateModified": "2022-08-31",
-  "datePublished": "2023-12-05"
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index a7c9d32..6fac3a4 100644
--- a/404.html
+++ b/404.html
@@ -279,8 +279,8 @@ <h1>Page not found</h1>
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/404.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/404.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 3edeb21..704449e 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -309,7 +309,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-01-19",
   "dateModified": "2022-08-05",
-  "datePublished": "2023-12-05"
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index a233def..c402cc6 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -328,7 +328,7 @@ <h1>Licenses</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/LICENSE.html",
   "dateCreated": "2023-01-19",
   "dateModified": "2022-04-22",
-  "datePublished": "2023-12-05"
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 1b1b132..b3c4505 100644
--- a/aio.html
+++ b/aio.html
@@ -480,7 +480,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>Unsupervised</li>
@@ -556,7 +556,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>A supervised binary classification task.</p>
 </div>
@@ -638,7 +638,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="section level3">
 <h3 id="how-many-features-and-samples">1. &amp; 2. How many features and samples??<a class="anchor" aria-label="anchor" href="#how-many-features-and-samples"></a>
@@ -971,8 +971,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/aio.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/aio.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index b764337..47c7262 100644
--- a/images.html
+++ b/images.html
@@ -326,8 +326,8 @@ <h3 id="02-data-exploration-figure-2">Figure 2</h3>
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/images.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/images.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index e17edd4..3ae28ee 100644
--- a/index.html
+++ b/index.html
@@ -265,7 +265,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Windows
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Use PuTTY</p>
 </div>
@@ -279,7 +279,7 @@ <h4 class="accordion-header" id="headingSolution2">
   MacOS
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Use Terminal.app</p>
 </div>
@@ -293,7 +293,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Linux
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Use Terminal</p>
 </div>
@@ -354,8 +354,8 @@ <h4 class="accordion-header" id="headingSolution3">
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/index.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/index.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 1c88b6e..bf5035c 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -323,8 +323,8 @@ <h1>Instructor Notes</h1>
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor-notes.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor-notes.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor/01-introduction.html b/instructor/01-introduction.html
index c68fa23..332cc1f 100644
--- a/instructor/01-introduction.html
+++ b/instructor/01-introduction.html
@@ -451,7 +451,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/01-introduction.html",
   "dateCreated": "2023-01-19",
   "dateModified": "2022-04-22",
-  "datePublished": "2023-12-05"
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor/02-data-exploration.html b/instructor/02-data-exploration.html
index b09e456..013a4c5 100644
--- a/instructor/02-data-exploration.html
+++ b/instructor/02-data-exploration.html
@@ -313,7 +313,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal"><li>Unsupervised</li>
 <li>Supervised</li>
@@ -380,7 +380,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>A supervised binary classification task.</p>
 </div>
@@ -459,7 +459,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="section level3">
 <h3 id="how-many-features-and-samples">1. &amp; 2. How many features and samples??<a class="anchor" aria-label="anchor" href="#how-many-features-and-samples"></a></h3>
@@ -666,7 +666,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/02-data-exploration.html",
   "dateCreated": "2023-01-19",
   "dateModified": "2022-08-31",
-  "datePublished": "2023-12-05"
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor/03-data-preparation.html b/instructor/03-data-preparation.html
index f9cd1c4..cff909b 100644
--- a/instructor/03-data-preparation.html
+++ b/instructor/03-data-preparation.html
@@ -421,7 +421,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/03-data-preparation.html",
   "dateCreated": "2023-01-19",
   "dateModified": "2022-08-31",
-  "datePublished": "2023-12-05"
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 7022e8b..4fc08a8 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -279,8 +279,8 @@ <h1>Page not found</h1>
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/404.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/404.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 0fcb2bd..4983e93 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -310,7 +310,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-01-19",
   "dateModified": "2022-08-05",
-  "datePublished": "2023-12-05"
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index ef3c916..abf348f 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -329,7 +329,7 @@ <h1>Licenses</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/LICENSE.html",
   "dateCreated": "2023-01-19",
   "dateModified": "2022-04-22",
-  "datePublished": "2023-12-05"
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 73fa613..73e1aab 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -497,7 +497,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ol style="list-style-type: decimal">
 <li>Unsupervised</li>
@@ -573,7 +573,7 @@ <h4 class="accordion-header" id="headingSolution2">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>A supervised binary classification task.</p>
 </div>
@@ -655,7 +655,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="section level3">
 <h3 id="how-many-features-and-samples">1. &amp; 2. How many features and samples??<a class="anchor" aria-label="anchor" href="#how-many-features-and-samples"></a>
@@ -989,8 +989,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/aio.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/aio.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 739c7d9..f97b438 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -326,8 +326,8 @@ <h3 id="02-data-exploration-figure-2">Figure 2</h3>
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/images.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/images.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 0d2f0b5..36ea0cd 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -298,7 +298,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Windows
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>Use PuTTY</p>
 </div>
@@ -312,7 +312,7 @@ <h4 class="accordion-header" id="headingSolution2">
   MacOS
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>Use Terminal.app</p>
 </div>
@@ -326,7 +326,7 @@ <h4 class="accordion-header" id="headingSolution3">
   Linux
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>Use Terminal</p>
 </div>
@@ -387,8 +387,8 @@ <h4 class="accordion-header" id="headingSolution3">
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/index.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/index.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 301ee24..39b1633 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -332,8 +332,8 @@ <h3 id="01-introduction-headingInstructor1">
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/instructor-notes.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/instructor-notes.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 028d8d6..48e8219 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -333,8 +333,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/key-points.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/key-points.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 3c4ccbc..7d9b20b 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -265,8 +265,8 @@ <h1>Learner Profiles</h1>
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/profiles.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/instructor/profiles.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 7e954da..01ba325 100644
--- a/key-points.html
+++ b/key-points.html
@@ -333,8 +333,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/key-points.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/key-points.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index e45c28d..d5eddfb 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 2.11.4
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles: {}
-last_built: 2023-12-05T01:06Z
+last_built: 2023-12-12T01:08Z
 
diff --git a/profiles.html b/profiles.html
index 0cc1f52..98c2258 100644
--- a/profiles.html
+++ b/profiles.html
@@ -266,8 +266,8 @@ <h1>Learner Profiles</h1>
   "url": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/profiles.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/lesson-machine-learning-intro/profiles.html",
   "dateCreated": "2023-01-19",
-  "dateModified": "2023-12-05",
-  "datePublished": "2023-12-05"
+  "dateModified": "2023-12-12",
+  "datePublished": "2023-12-12"
 }
 
   </script><script>